A Comparative Study of Muscle Artifacts Removal in Single Channel EEG

Abstract

The Electroencephalogram (EEG) takes a vital role to point out brain activity and behavior. However, the EEG recordings are always contaminated with artifacts. It may be physiological or non-physiological artifacts. The muscle artifacts (Physiological Artifact) are very laborious to remove because they are every time contaminated with the EEG (Electroencephalogram) signal, which gives the EEG signal analysis more difficult. The muscular artifacts arises from different type of muscle groups. To inscription this issue, achieve a method for a comparative study of muscle artifact removal in single channel EEG, which is easy but effective. The methods involving for removal of muscular artifacts from single channel EEG are based on the combination of Joint blind source separation (JBSS) techniques and Ensemble empirical mode decomposition (EEMD) technique. These two methods are more successful in comparison to other methods to removal of muscle artifacts in single channel EEG. It is clearly removes the muscle artifacts from EEG and gives a well healthcare system.